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2021 | OriginalPaper | Buchkapitel

Study on the Feature Extraction of Mine Water Inrush Precursor Based on Wavelet Feature Coding

verfasst von : Ye Zhang, Yang Zhang, Xuguang Jia, Huashuo Li, Shoufeng Tang

Erschienen in: Communications, Signal Processing, and Systems

Verlag: Springer Singapore

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Abstract

Coal water inrush acoustic emission (AE) signal is characterized by time-varying, non-stationary, unpredictable, and transient properties. To extract effective features representing coal water inrush information, the AE signal is analyzed by the wavelet characteristic energy spectrum coefficient based on wavelet theory. The feasibility of the wavelet feature coding has confirmed from code scheme’s availability and consistency, and it proves that the coding method can be used as a sign of waveform identification. The inclusion of energy distribution characteristics makes the waveform features more ordered and simplified. While the analysis of the obtained feature encoding in chronological order, it is possible to obtain the state of the time series signals, to lay an important basis for analyzing the evolution of water inrush acoustic emission coal from the time series level, such that a change dynamic characteristic acoustic emission signal becomes possible. And this will lay an important foundation for the time sequence analysis of acoustic emission event’s evolution in mine water inrush.

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Literatur
1.
Zurück zum Zitat Dong S, Hu W (2007) Basic characteristics and main controlling factors of coal mine water hazard in China. Coal Geol Explor 35(5):34–38 Dong S, Hu W (2007) Basic characteristics and main controlling factors of coal mine water hazard in China. Coal Geol Explor 35(5):34–38
2.
Zurück zum Zitat National coal mine safety administration (2006) 2005 Annual national coal mine accident analysis report compilation National coal mine safety administration (2006) 2005 Annual national coal mine accident analysis report compilation
3.
Zurück zum Zitat Zhou Z, Li G, Ning S, Du K (2014) Acoustic emission characteristics and failure mechanism of high-stressed rocks under lateral disturbance. Chin J Rock Mechan Eng 33(8):1720–1728 Zhou Z, Li G, Ning S, Du K (2014) Acoustic emission characteristics and failure mechanism of high-stressed rocks under lateral disturbance. Chin J Rock Mechan Eng 33(8):1720–1728
4.
Zurück zum Zitat Lai X, Cai M (2004) Couple analyzing the acoustic emission characters from hard composite rock fracture. J Univ Sci Technol Beijing 11(2):97–101 Lai X, Cai M (2004) Couple analyzing the acoustic emission characters from hard composite rock fracture. J Univ Sci Technol Beijing 11(2):97–101
5.
Zurück zum Zitat Ohtsu M, Watanabe H (2001) Quantitative damage estimation of concrete by acoustic emission. Constr Build Mater 15:217–224CrossRef Ohtsu M, Watanabe H (2001) Quantitative damage estimation of concrete by acoustic emission. Constr Build Mater 15:217–224CrossRef
6.
Zurück zum Zitat Tang J, Liu W, Fei X (2011) Study on after peak acoustic emission features of rock type material. Coal Sci Technol 039(005):21–24 Tang J, Liu W, Fei X (2011) Study on after peak acoustic emission features of rock type material. Coal Sci Technol 039(005):21–24
7.
Zurück zum Zitat Zhao E, Wang E (2006) Experimental study on acoustic emission characteristics of rock and soil in the failure process. J Disaster Prev Mitig Eng 26(3):316–320 Zhao E, Wang E (2006) Experimental study on acoustic emission characteristics of rock and soil in the failure process. J Disaster Prev Mitig Eng 26(3):316–320
8.
Zurück zum Zitat Tang S, tong M, Hu J, He X (2010) Characteristics of acoustic emission signals in damp cracking coal rocks. Min Sci Technol 20(1):143–147 Tang S, tong M, Hu J, He X (2010) Characteristics of acoustic emission signals in damp cracking coal rocks. Min Sci Technol 20(1):143–147
9.
Zurück zum Zitat Tang S, Tong M et al (2010) The acoustic emission experiment system of rock outburst in water inrush. J Min Saf Eng 27(3):429–432 Tang S, Tong M et al (2010) The acoustic emission experiment system of rock outburst in water inrush. J Min Saf Eng 27(3):429–432
10.
Zurück zum Zitat Meng M (2015) Application research of optimization theory and wavelet analysis in time series analysis Meng M (2015) Application research of optimization theory and wavelet analysis in time series analysis
11.
Zurück zum Zitat Yuan W, MA Y, Liu S, Xu Y, Sun H (2013) Remote sensing image compression analysis based on wavelet transform and matlab. Geomatics World 03:50–55 Yuan W, MA Y, Liu S, Xu Y, Sun H (2013) Remote sensing image compression analysis based on wavelet transform and matlab. Geomatics World 03:50–55
12.
Zurück zum Zitat Liu J, She K (2010) Independent component analysis algorithm using wavelet filtering. J Electron Meas Instrum 1:39–44 Liu J, She K (2010) Independent component analysis algorithm using wavelet filtering. J Electron Meas Instrum 1:39–44
13.
Zurück zum Zitat Chen Q (2013) Wavelet basis construction and its algorithm and implementation based on the characteristics of geotechnical signals. Changsha University of Science & Technology Chen Q (2013) Wavelet basis construction and its algorithm and implementation based on the characteristics of geotechnical signals. Changsha University of Science & Technology
14.
Zurück zum Zitat Shou-Feng T, Min-Ming T, Yu-Xiang P (2012) Wavelet basis function of the microseismic signal analysis. In: 2011 international conference in electrics, communication and automatic control proceedings. Springer New York Shou-Feng T, Min-Ming T, Yu-Xiang P (2012) Wavelet basis function of the microseismic signal analysis. In: 2011 international conference in electrics, communication and automatic control proceedings. Springer New York
15.
Zurück zum Zitat Tang S, Tong M, Pan Y et al (2011) Energy spectrum coefficient analysis of wavelet features for coal rupture microseismic signal. Chin J Sci Instrum 032(007):1521–1527 Tang S, Tong M, Pan Y et al (2011) Energy spectrum coefficient analysis of wavelet features for coal rupture microseismic signal. Chin J Sci Instrum 032(007):1521–1527
16.
Zurück zum Zitat Zhao Y, Liu L, Pan Y et al (2017) Experiment study on microseismic, charge induction, self-potential and acoustic emission during fracture process of rocks. Chin J Rock Mech Eng Zhao Y, Liu L, Pan Y et al (2017) Experiment study on microseismic, charge induction, self-potential and acoustic emission during fracture process of rocks. Chin J Rock Mech Eng
17.
Zurück zum Zitat Lu C, Dou L (2005) Frequency spectrum analysis on microseismic monitoring and signal differentiation of rock material. Chin J Geotech Eng 27(7):773–775 Lu C, Dou L (2005) Frequency spectrum analysis on microseismic monitoring and signal differentiation of rock material. Chin J Geotech Eng 27(7):773–775
18.
Zurück zum Zitat Cao Y, Li Y, Hu X et al (2010) Study of the disaster information coding on the earthquake site. J Seismol Res 33(3):344–348 Cao Y, Li Y, Hu X et al (2010) Study of the disaster information coding on the earthquake site. J Seismol Res 33(3):344–348
19.
Zurück zum Zitat Tong M, Hu J, Tang S et al (2009) Study of acoustic emission signal characteristic of water-containing coal and rock under different stress rates. J Min Safety Eng 026(001):97–100 Tong M, Hu J, Tang S et al (2009) Study of acoustic emission signal characteristic of water-containing coal and rock under different stress rates. J Min Safety Eng 026(001):97–100
20.
Zurück zum Zitat Qian H, Yang S, Iyer R et al (2014) Parallel time series modeling—a case study of in-database big data analytics. Trends and applications in knowledge discovery and data mining. Springer International Publishing, Berlin Qian H, Yang S, Iyer R et al (2014) Parallel time series modeling—a case study of in-database big data analytics. Trends and applications in knowledge discovery and data mining. Springer International Publishing, Berlin
21.
Zurück zum Zitat Ling T, Liao Y, Zhang S (2010) Application of wavelet packet method in frequency band energy distribution of rock acoustic emission signals under impact loading. J Vib Shock 29(10) Ling T, Liao Y, Zhang S (2010) Application of wavelet packet method in frequency band energy distribution of rock acoustic emission signals under impact loading. J Vib Shock 29(10)
22.
Zurück zum Zitat Tang S, Tong M, Junli HU et al (2010) Characteristics of acoustic emission signals in damp cracking coal rocks. Min Sci Technol 01:147–151 Tang S, Tong M, Junli HU et al (2010) Characteristics of acoustic emission signals in damp cracking coal rocks. Min Sci Technol 01:147–151
23.
Zurück zum Zitat Mei H-B, Gong J (2007) An IDS alarm analysis method for intrusion warning based on time series theory. Comput Sci 34(12):68–72 Mei H-B, Gong J (2007) An IDS alarm analysis method for intrusion warning based on time series theory. Comput Sci 34(12):68–72
Metadaten
Titel
Study on the Feature Extraction of Mine Water Inrush Precursor Based on Wavelet Feature Coding
verfasst von
Ye Zhang
Yang Zhang
Xuguang Jia
Huashuo Li
Shoufeng Tang
Copyright-Jahr
2021
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-15-8411-4_32

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